{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/media/sdb1/hy17/venv/lib/python3.6/site-packages/numba/errors.py:131: UserWarning: Insufficiently recent colorama version found. Numba requires colorama >= 0.3.9\n",
      "  warnings.warn(msg)\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "os.environ[\"CUDA_DEVICE_ORDER\"]=\"PCI_BUS_ID\" # see issue #152\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"3\"\n",
    "\n",
    "# Importing the libraries \n",
    "import torch\n",
    "import torchaudio\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "import torchvision.datasets as datasets\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import torch.nn as nn\n",
    "import matplotlib.cm as cm\n",
    "import pandas as pd\n",
    "import os\n",
    "import librosa\n",
    "import librosa.display\n",
    "import torch.nn.functional as F\n",
    "from torch.autograd import Variable\n",
    "import time\n",
    "from Data_TIMIT import Data_TIMIT\n",
    "import IPython.display as ipd\n",
    "from IPython.display import clear_output\n",
    "from Blocks import BasicBlock, Bottleneck, ChannelChange\n",
    "from Baseline import Baseline\n",
    "from validation import *\n",
    "from utils import *\n",
    "\n",
    "# Checking the availability of CUDA on machine\n",
    "# print(\"Torch\", torch.__version__, \"CUDA\", torch.version.cuda)\n",
    "# print(\"Device:\", torch.device(\"cuda:3\"))\n",
    "# print(torch.cuda.is_available())\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Preparation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- #### TIMIT Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_path = 'data/train_5db.pth'\n",
    "test_path = 'data/test_5db.pth'\n",
    "train_loader = torch.load(train_path)\n",
    "test_loader = torch.load(test_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3000 300\n"
     ]
    }
   ],
   "source": [
    "print(len(train_loader),len(test_loader))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Define"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "if train_path == 'data/half_win_train_ctn_std4_m.pth':\n",
    "    db = '_5db'\n",
    "else:\n",
    "    db = '_0db'\n",
    "\n",
    "filters = 30\n",
    "d = 6\n",
    "f2 = 60\n",
    "m = 128\n",
    "sr = True\n",
    "lr = 0.0001\n",
    "weight = 1/50\n",
    "target = 3\n",
    "target_clean = 3\n",
    "target_noise = 1\n",
    "label = time.strftime(\"%m%d_%H%M%S\")\n",
    "model_name = label+'_baseline_sr32_d'+str(d)+db"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(30, 6, 60, 128, True (3), 0.02) - 0605_191346_baseline_sr32_d6_0db \n"
     ]
    }
   ],
   "source": [
    "hypara = '({}, {}, {}, {}, {} ({}), {}) - {} '\\\n",
    "      .format(filters, d, f2, m, sr, target, str(weight),\\\n",
    "             model_name)\n",
    "print(hypara)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bottleneck\n"
     ]
    }
   ],
   "source": [
    "model = Baseline(block = Bottleneck, scale = 10, filters = filters, d_s = d, d_n = d,\\\n",
    "                   f2 = f2, num_m = m, sr = sr).cuda()\n",
    "\n",
    "lr = 0.0001\n",
    "criterion = nn.MSELoss()\n",
    "optimizer = torch.optim.Adam(list(model.parameters()) + [model.means_s] + [model.means_n], lr=lr)\n",
    "t = 0\n",
    "# #                              ,betas = (0.9, 0.99999))\n",
    "# optimizer = torch.optim.Adam(list(model.parameters()) , lr=lr) \\\n",
    "#                              ,betas = (0.9, 0.99999))\n",
    "#                              weight_decay=1e-5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "baseline - sp bitrate 24\n",
    "d = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "epochs = 50\n",
    "epoch_list = []\n",
    "max_sdr = (0,0,0)\n",
    "max_rs = None\n",
    "# target = 3.0\n",
    "# target_clean = 1.45\n",
    "# target_noise = 0.25\n",
    "flct = 0.1\n",
    "etp = 0\n",
    "itermax = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "while 1: \n",
    "    start = time.time()\n",
    "    model.train()\n",
    "    if t == 3:\n",
    "        model.stage = 1\n",
    "    if model.scale < 500:\n",
    "        model.scale *= t+1\n",
    "    train_sdr_s = []\n",
    "    train_sdr_rs = []\n",
    "    train_sdr_rx = []\n",
    "    \n",
    "    train_etp_cl = []\n",
    "    train_etp_ns = []\n",
    "    control = 0\n",
    "    \n",
    "    for wave_s, wave_x, source, mixture in train_loader:\n",
    "        \n",
    "        source = source[0]\n",
    "        mixture = mixture[0]\n",
    "        \n",
    "        noise = (mixture - source).cuda()\n",
    "        source = source.cuda()\n",
    "        mixture = mixture.cuda()\n",
    "\n",
    "        s_h, n_h, prob_s, prob_n = model(mixture, soft = True)\n",
    "        \n",
    "#         train_sdr_s.append(SDR(s_h, source))\n",
    "#         rs = rebuild(s_h).unsqueeze(dim = 0)\n",
    "#         train_sdr_rs.append(SISDR(wave_s, rs))\n",
    "#         if not isinstance(n_h, type(None)):\n",
    "#             rn = rebuild(n_h).unsqueeze(dim = 0)\n",
    "#             train_sdr_rx.append(SISDR(wave_x, rn+rs))\n",
    "#        train_mel = melMSELoss(wave_s, rs)\n",
    "        \n",
    "        entp_cl = None\n",
    "        if not isinstance(prob_s, type(None)):\n",
    "            entp_cl = entropy_prob(prob_s)\n",
    "            train_etp_cl.append(entp_cl.cpu().data.numpy())\n",
    "            \n",
    "        if model.stage < 2:\n",
    "            loss = criterion(s_h, mixture)\n",
    "        else:\n",
    "            loss = criterion(s_h, source) + criterion(s_h+n_h, mixture)  \n",
    "        \n",
    "        if etp == 1:\n",
    "            if abs(target - entp_cl) > flct:\n",
    "                control = 1\n",
    "                loss += weight * ((target - entp_cl) ** 2)\n",
    "        \n",
    "        optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "    end = time.time()\n",
    "    print('epoch_{}| Time:{:.0f} | Control:{:.0f} | Stage: {} | Itermax: {} | etp:{} '\\\n",
    "          .format(t, end-start, control, model.stage, itermax, etp))\n",
    "\n",
    "#     s_s_score, s_rs_score, s_rx_score, s_diff_score, _, _, _ = test_newData(True)\n",
    "    h_s_score, h_rs_score, h_rx_score, max_single_rs,  arg_s, arg_n\\\n",
    "    = test_newData(False, test_loader, model)\n",
    "    \n",
    "    entropy = [0, 0]\n",
    "\n",
    "    if not isinstance(arg_s, type(None)):\n",
    "        entropy[0] = cal_entropy(arg_s.data.cpu().numpy().flatten())\n",
    "    if not isinstance(arg_n, type(None)):\n",
    "        entropy[1] = cal_entropy(arg_n.data.cpu().numpy().flatten())\n",
    "      \n",
    "    epoch_list.append((h_s_score, h_rs_score,  entropy[0]))\n",
    "    print('|Test-hard s: {:.2f}, rs: {:.2f}, rx: {:.2f} \\n\\\n",
    "          |Entropy : {:.2f}, {:.2f}'\\\n",
    "          .format(h_s_score, h_rs_score, h_rx_score,\n",
    "                  entropy[0], entropy[1]))\n",
    " #          |Test-soft s: {:.2f}, rs: {:.2f}, rx: {:.2f}, diff: {:.2f} \\n\\\n",
    "    \n",
    "    t += 1\n",
    "    if model.stage >= 1:\n",
    "        itermax += 1\n",
    "        if h_rs_score > max_sdr[0]:\n",
    "            max_sdr = (h_rs_score, h_rx_score, entropy[0], entropy[1])\n",
    "            max_rs = max_single_rs\n",
    "            torch.save(model, model_name+'.model')  \n",
    "            itermax = 0\n",
    "    \n",
    "    if model.stage == 1 and etp == 0 and itermax >= 2:\n",
    "        etp = 1\n",
    "        itermax = 0\n",
    "        max_sdr = (0,0,0,0)\n",
    "\n",
    "#     if model.stage == 1 and itermax >= 3:\n",
    "    if model.stage == 1 and etp == 1 and itermax >= 2:\n",
    "        model.stage = 2  \n",
    "        itermax = 0\n",
    "        max_sdr = (0,0,0,0)\n",
    "        print('Enter stage 2')\n",
    "    \n",
    "    if model.stage == 2 and itermax > 10:\n",
    "        print('over')\n",
    "        break\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# model_name = model_name+str(max_sdr[1])[:5].replace('.','_')\n",
    "output = '({}, {}, {}, {}, {}({}), {}) - {}-({:.2f},{:.2f})({:.2f},{:.2f}) '\\\n",
    "      .format(filters, d, f2, m, sr, target, weight,\\\n",
    "             model_name, max_sdr[0], max_sdr[1], max_sdr[2], max_sdr[3])\n",
    "print(output)\n",
    "with open('output_result.txt', 'a') as the_file:\n",
    "    the_file.write(output+'\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rs = max_rs[1].cpu().data.numpy()[0]\n",
    "rx = max_rs[1].cpu().data.numpy()[0]+max_rs[2].cpu().data.numpy()[0]\n",
    "# librosa.output.write_wav(model_name+'_rs.wav', rs/max(rs), sr = 16000)\n",
    "# librosa.output.write_wav(model_name+'_rx.wav', rx/max(rx), sr = 16000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(max_rs[0].cpu().data.numpy(), rate = 16000)\n",
    "# librosa.output.write_wav(model, save_max_rs_1[0].cpu().data.numpy()[0], sr = 16000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(rs/max(rs), rate = 16000)\n",
    "# librosa.output.write_wav('0508_whole_sp32_1392rs.wav', rs/max(rs), sr = 16000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(rx/max(rx), rate = 16000)\n",
    "# librosa.output.write_wav('0508_whole_sp32_1392rx.wav', rx/max(rx), sr = 16000)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
